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Blog post
June 25, 2019

From Complex To Context

A World Of Information Without Noise 

Big data is more than just a buzzword. It’s one of the biggest challenges and opportunities facing almost every industry, business and brand today. With the potential value that it holds, investment in big data, machine learning and AI will be crucial for any business that wants to remain relevant through the ages.

Big Data

noun : extremely large data sets that may be analysed computationally to reveal patterns, trends, and associations, especially relating to human behaviour and interactions.


Each day 2.5 quintillion bytes of data is generated – a number that continues to grow exponentially. While we have seen improvements in the collection of data over recent years, the ability to synthesize meaning from this data is demanding more from engineers and their technology than ever before.


The problem that we face is sorting through these huge chunks of data to separate the noise from what is important to individuals and their organisation. While automation has offered speed, simplicity and efficiency, the ‘why’ is where the untapped value and excitement lies.

“Contextualisation is key. It’s not about just collecting data, it’s about how that data can provide clear information that enables and inspires action”

Richard Spencer, Chief Marketing Officer at Isentia.

Rather than reflecting on past performance, answering the ‘why’ has the potential to lead action that focuses on influencing the tomorrow.
Beyond big data, the ‘why’ behind AI and machine learning may raise new questions. For instance the wider interplay behind machine learnings ability to  translate to a language without any knowledge or assumptions about that language.

As teams start to ask these questions, the data starts to be reimagined. The perception of a data point transforms into breadcrumbs of a narrative that can tell a bigger story, and ultimately influence our thinking.

The question is, when big data becomes manageable and meaningful – how fast will it move into being predictive? And even beyond this, be able to simulate what is ‘likely’ to happen.

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If your New Year’s resolution is to get ahead of the tech curve, you’re in luck.

As artificial intelligence (AI) transitions from novel to normalised in 2018, there are many ways you can integrate advanced technology into your day-to-day life, making you more productive at work and at home. Andrea Walsh, one of Australia’s most successful CIO’s, shares tips on how everyone can use machine learning to squeeze more out of the day.

Decision making

You may not trust a computer to make important decisions for you, but it can help guide your choices. Committed to read more in 2018? Amazon will analyse your previous purchasing behaviour to recommend books you might like. If you’d simply like to reconnect with old friends or spend more time with new ones, Facebook will flag friend suggestions for you. If you’re in the market for a new job this year, let LinkedIn’s algorithms suggest jobs you may be interested in or people you should be networking with. Embrace these tools to help cut through the noise and then use your own insight to make decisions on a narrowed, personalised field.

Be more punctual

If you are perennially late and have vowed to be more punctual in 2018, Google Maps is your new best friend, helping you avoid time-sucking activities like getting lost in parking lots or being caught in heavy traffic. Using data from your smartphone, Google is able to provide you with directions to where you parked your car. On the road, Google will analyse your position together with anonymised data from other smartphones to suggest the fastest route to your destination. If driving full-stop is your peeve, then you will be pleased to hear that California authorities will allow self-driving cars to be tested alongside cars driven by humans on roads this year. Experts predict this could result in a 90% reduction in accidents (which will arouse all sorts of ethical debates as to whether humans will still be able to drive cars), 75% less cars on the road and reduce the work commute by almost half.

Boost creativity

With the rise of machine learning comes the fear of job losses. “The development of full artificial intelligence could spell the end of the human race,” Stephen Hawking told the BBC.

An Oxford University survey suggested that 47 per cent of the world’s jobs could be replaced within decades. Autonomous cars present one example of how jobs in transport and logistics may be replaced by robots. With this uncertainty comes the understanding that routine work is far more likely to be automated than jobs requiring skills like creativity or emotional intelligence. Machines may be adept at processing large volumes of data, but they can’t make insightful or creative decisions. The good news is that as machines become smarter, humans are freed from mundane tasks and can become more creative. If you’re in a small business, using accounting products like Xero to manage your financial reporting. This allows you to turn your attention to business boosters like problem solving, improving customer service or creating new products. If you’re in big business, tools like Amazon Transcribe or Amazon Translate can perform laborious tasks like producing and translating documents with lightning speed and accuracy, allowing you to focus on big picture thinking like strategy and profitability.

Stay on top of current affairs

In my work at Isentia, we use machine learning to process seven million news items each day. Not long ago this was a task relegated to humans with the mind-numbing task of flipping through newspapers in search of stories that might relate to a client. Machines trawl video, audio and digital content across more than 5,500 new sites at a rate of 234 stories per second and present meaningful summaries to clients in real-time. Whether a story breaks on Twitter and then spills across news platforms and onto television and radio, machine learning can track and analyse how a story evolves with 99% accuracy. Use these tools to stay on top of the issues or people relevant to your industry – in real time.

Make your mark in 2018

The robots aren’t ‘coming’, they are well and truly here. Without realising, we interact with ‘smart’ technology at almost every touch point of our daily lives. As a technologist, I am excited by machine learning not only because I see its profit boosting value, but also for how much it can improve our working lives each and every day.

If you learn one thing this year, take the time to discover how AI can help you be a more creative and productive version of you in 2018.

Headquartered in Sydney, Australia, Isentia is a media intelligence company operating since 1982. The company is backed by over 1,200 employees with 18 offices across Australia, New Zealand, Asia, Europe and the US. Isentia provides more than 5,000 clients, including many of the world’s leading brands, companies and governments, with media intelligence software and services that help drive more informed and timely business and communication decisions.

Originally featured on Women Love Tech.

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Blog
Tips For Success: Make A Robot Your Partner In Crime In 2018

As artificial intelligence (AI) transitions from novel to normalised in 2018, there are many ways you can integrate advanced technology into your day-to-day life, making you more productive at work and at home.

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It’s official: artificial intelligence has arrived. But how will this disruptive technology transform businesses in the near future?

After more than a few false starts, artificial intelligence (AI) is finally here, and it’s powerfully disrupting the way business is done. We don’t need to ask if or when businesses will adopt AI – the question is where and how widely it will be employed.

AI is already a big player in the technology industry. In particular, there is a growing use of AI in IT’s backroom functions like cybersecurity and tech support. A Tata Consultancy Services (TCS) survey of 835 company executives found that nearly half of respondents were using AI to detect and fend off intrusions – the most frequent use of the technology. But a number of other industries are also opting for AI.

Early adopters

In entertainment, companies like Netflix and Amazon are using machine learning to help their movie recommendation engines. Health care has seen myriad applications, including virtual assistants for doctorsapps that can interpret test results and even AI-based spine surgery technology. In the financial sector, AI has been put to work in regulatory compliance and fraud prevention – PayPal uses a combination of its own AI program and human analysts to combat fraud, for example, and HSBC has teamed up with Silicon Valley startup Ayasdi to automate anti-money-laundering investigations.

Worldwide spending on cognitive and AI systems is expected to reach $12.5 billion this year, according to IDC, a whopping increase of 59.3 percent over 2016. Much of this growth is powered by use cases like the examples above. But there’s another area where AI is rapidly being adopted: automated customer service agents, or chatbots as they’re more commonly known.

Customers now expect AI to be used by companies and they are comfortable interacting with the technology (up to a point). Research from HubSpot found that nearly half of people are happy with the idea of buying products from a chatbot. Perhaps more importantly, 40 percent of respondents said they were indifferent about receiving customer support from either a chatbot or human – provided they got the help they needed fast and easily.

Dealing with data

Whether patrolling a computer network for intrusions or trawling through financials for signs of fraud, AI is most often employed to intelligently handle vast amounts of data quickly. “AI is best deployed in companies with significant amounts of data and robust data systems,” says Andrea Walsh, Isentia’s CIO.

Gartner predicts that, in 2018, half a billion users will save two hours a day as a result of AI-powered tools. Every time a business gains efficiencies, it saves money – and that is AI’s chief benefit.

AI’s smarter processing power is also helping companies generate more quality leads on new customers, using IBM’s Watson AI, for example. Finding, contacting and closing new sales is a time and resource-heavy activity. But AI-based sales assistants can tirelessly work on reaching out to people, while intelligently analyzing data on leads. This can then be effectively communicated with point-of-sale staff.

When employees hear the word “efficiency,” they often assume it will lead to lay-offs. While there is no question that some jobs will be replaced by AI programs, the naysayers are largely exaggerating their mass-redundancy predictions.

AI is a data-cruncher, and it is often employed to take care of something that didn’t even exist 30 years ago: big data. When it accomplishes its analysis, a human is still needed to interpret the results, such as in cybersecurity and anti-fraud scenarios. Even in the case of customer service chatbots, these will mostly be applied to routine queries and simple support functions, augmented by human representatives for complex problems. “AI should not stand alone as a technology,” say Walsh.

Enhancing existing infrastructure

As with all industrial revolutions, AI will create jobs even as it replaces them. There are already glaring shortfalls in STEM-trained employees across the world, and that’s likely to continue as the rapid pace of technological transformation outruns educational reforms. But eventually, new generations will be trained and educated to do jobs created by innovative technologies like AI.

Any business can benefit from AI programs, but when it comes to how broadly they adopt AI, companies need to look at how the technology can augment their existing capabilities. Instead of replacing staff, current AI should be used to support them and put their invaluable human minds to the best use, saving tedious, data-crunching work for the machines. For customers, AI needs to be a helpful, timesaving addition to their experience, and companies should never try to create the false impression that a human is doing the work. People are ready for AI; companies need to be too.

Andrea Walsh, Isentia's Chief Information Officer

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Blog
Transformative tech: What to expect from AI in 2018

It’s official: artificial intelligence has arrived. But how will this disruptive technology transform businesses in the near future?

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The Australian podcasting news industry continues to grow. While Australian audiences do consume content from international brands like the BBC, they also exhibit strong affinity for independent Australian productions over mainstream sources. In a period of uncertainty amidst Apple’s recent update to automatic download policies Australia’s podcast audience has rapidly expanded, with ad revenue rising from $5 million in 2017 to over $100 million in 2024. So how do podcasts fit into the Australian news cycle? As audiences direct attention to independent and international productions, audience targeting, partnerships and media monitoring trends indicate a shift and a need to adapt engagement metrics and messaging strategy.

To highlight the impact of podcasts on audience engagement, we tracked coverage of key news themes in Australian podcasting from January 2020 to November 2024.

Podcasts surged into the mainstream during the pandemic, and they’re now evolving by integrating with platforms like video and audiobooks to meet new audience expectations. 

While general podcast news discussion remains steady, discussion on news podcasts indicates listener engagement peaks around high-impact stories, suggesting that the topic and information itself is what truly resonates with audiences. Outlets like The Australian Financial Review and ABC have expanded into the format, yet even major programs like ABC’s Background Briefing face fluctuating engagement compared to discussion about news content being consumed through podcasts. The data suggests there’s a gap being left by main outlets in the podcasting space. While traditional media adapts, independent producers are gaining traction with stories that deeply resonate on identity and community issues, such as the 2021 Christian Porter case and The Briefing’s 2024 episode on pianist Jayson Gillham’s lawsuit against the Melbourne Symphony Orchestra. Understanding audience preferences and monitoring content trends helps communicators craft strategies that leverage podcasting’s unique appeal.

https://twitter.com/Emilie_Dye/status/1833416097871089706

Podcasts offer creators the freedom to pursue stories with fewer constraints of advertisers, investors, or other stakeholders, leading to content deeply shaped by personal passion and a strong connection to the subject. This independence empowers impactful storytelling, as illustrated by The Teacher’s Pet, where Hedley Thomas’s rigorous reporting on the case of Lynette Dawson uncovered new, critical details and underscored the journalistic integrity driving audience engagement in a shared pursuit of truth. Similarly, New Politics, co-created by Eddy Jokovich, leverages its Patreon-funded model to explore perspectives outside mainstream narratives, showcasing the power of independent journalism through podcasting.

https://twitter.com/lisapodcasts/status/1564484950984130565
https://twitter.com/EddyJokovich/status/1632314733524303872

Sports and entertainment tend to generate high visibility and engagement, suggesting they benefit from a faster publishing cadence and broad appeal. However issues like global conflicts draw significant attention, especially among communities directly impacted. The Briefing podcast, for example, addressed the October 2024 conflict in Gaza in a recent episode where Lebanese-Australian journalist Liz Deep-Jones offered a personal perspective. This type of coverage shows how podcasts can provide both journalistic depth and emotional resonance, connecting listeners to complex stories in a more relatable way.

Even if a major broadcaster or outlet owns a podcast production, the unique style and tone set by the hosts and production team often place podcasts outside the conventional PR and communications scope. Unlike the carefully curated talking points found in a typical puff piece or advertorial, podcasts allow for candid, in-depth discussions that explore complex topics with a degree of freedom seldom found in traditional news media channels. This authenticity is driven by the podcast format itself, which favours nuanced discussion offering audiences a more transparent and less scripted narrative style.

The NRL is launching in Las Vegas. Can it win over the US?

Israel, Lebanon & The Big Ceasefire Question

The Details You Missed From The Attempted Assassination of Donald Trump

Many of the leading news podcasts, like The Quicky by Mamamia, follow a daily release that taps into the rhythm of the 24-hour news cycle, providing timely responses to breaking news. This format appeals to listeners by delivering news in a quick, digestible style, ideal for staying informed on the go and catering to audiences prioritising both convenience and relevance. It’s no surprise, then, that top news highlight podcasts often incorporate ads at multiple points—before, during, and after episodes—capitalising on the high listener engagement these accessible, on-the-go updates create.

Sports and entertainment podcasts tend to attract higher engagement with frequent, easily digestible episodes, often in the preferred 20-30 minute range, which sustain a steady listener base. Personalities like Hamish and Andy, and John Graham exemplify how audience visibility can be driven more by engaging personalities than by traditional news analysis. In contrast, outlets like The Australian Financial Review maintain a more analytical focus with podcasts such as The Fin and Chanticleer, known for their conservative, business-centric tone. Meanwhile, digital-first brands like Mamamia take a more hybrid, accessible approach across varied topics, leveraging podcasting to reach broader audiences and foster engagement with impactful news stories. This range of formats illustrates how different brands tailor their podcast strategies to meet audience preferences, from rapid updates in entertainment to in-depth discussions on current events.

While legacy media outlets leverage their reputations to enhance their podcast presence, credibility alone doesn’t ensure engagement. Instead, PR and communications teams can boost audience connection by aligning content with listeners’ interests and authenticity, helping refine podcasting strategies to capture attention and drive meaningful engagement.

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Blog
How Australian podcasts fit into the news cycle & ignite cultural moments

The Australian podcasting news industry continues to grow. While Australian audiences do consume content from international brands like the BBC, they also exhibit strong affinity for independent Australian productions over mainstream sources. In a period of uncertainty amidst Apple’s recent update to automatic download policies Australia’s podcast audience has rapidly expanded, with ad revenue rising […]

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It’s become a truism to state that local journalism is in decline. But that story has been complicated by a new form of socially conscious ‘start-up’ publication cropping up across both ANZ and the wider world. 

Consumers of local journalism are turning to independent sources, such as CityHub and Westender, that focus on community-driven stories, accountability, and underrepresented voices. This shift is compounded by the decline of traditional outlets, as highlighted in recent articles discussing the closure of regional papers due to rising costs, Meta's withdrawal of funding, and shrinking government ad budgets. These pressures reinforce the need for meaningful engagement with local journalism, as audiences demand authenticity and transparency in coverage of issues like housing, civil rights, and activism. By examining these independent outlets, we gain insights into how independent journalism continues to shape public discourse and meet the expectations of news consumers today.

Over time, the ANZ media has itself been writing increasingly about local journalism. Some of this laments its decline; elsewhere, it’s cited in national stories as a story source. But over time, we also see some of that attention focusing on publications such as The Westender and Cityside. 

The Westender’s content and engagement reveals that local journalism consumption in Brisbane is significantly influenced by timely and relevant political topics, and pressing community issues such as the housing crisis. 

Engagement patterns suggest that timely advocacy and local relevance are key draws for the publication, highlighting a community eager for information that resonates with their values and interests. 

https://twitter.com/Born_In_54/status/1805460167880065075
https://twitter.com/JanB_QLD/status/1758987841701621957

Over in Sydney, meanwhile, CityHub  amplifies underrepresented voices and promotes accountability by covering issues such as military bases ("We Need to Talk About Pine Gap"), NSW’s anti-protest laws, and housing policies. It offers alternative perspectives that challenge mainstream narratives, fostering civic engagement and activism. With audiences engaging on platforms like X and Reddit, local outlets build credibility through community-driven stories and partnerships with organisations like Australians For War Powers Reform.

This pattern suggests that certain topics resonate more deeply with the audience than others. Stories that receive particular attention advocate for diversity and anti-racism, and frequently call out local councils for failing to act on commitments, such as anti-racism strategies. 
CityHub highlights the views of prominent local figures and groups, like Greens councillor Dylan Griffiths, who pushed for Inner West Council's ceasefire call in Gaza, and the Arab Council for Australia, whose frustration led to the mass resignation of the Multicultural Advisory Committee. This type of reporting offers a platform for communities seeking to impact policy—something often underrepresented in mainstream media coverage unless it’s taking place on national scale.

https://twitter.com/iamthenas/status/1727527112004047137
https://twitter.com/derridalicious/status/1780132840098951532
https://twitter.com/Wendy_Bacon/status/1827873654191067398

The active sharing of CityHub content on platforms like X and Reddit highlights community engagement around social issues.

CityHub’s audience is most likely to engage with political themes, followed by culture and crime, often focusing on issues that directly impact their lives, values, and beliefs. 

Advocacy campaigns, such as the Fossil Ad Ban's billboard initiative, not only spotlight important issues but also critique political figures like Anthony Albanese based on their responsiveness to these values. Cultural expressions, such as protests and street performances, carry political significance, while initiatives like the Sydney Olympic Park development reflect community values towards topics like urban planning. 

Clearly, CityHub and publications like it are fulfilling a need that has been unfulfilled amongst the community - but what influential figures help disseminate these stories amongst willing audiences?

It’s no surprise that advocacy groups are actively sharing and disseminating calls to action. Content creators, particularly those writing for CityHub, effectively communicate the stories they cover, resulting in increased engagement for the local outlet. The reach and influence of these reporters often surpass that of CityHub itself. Additionally, credible community figures, such as university lecturers, further enhance the publication’s coverage. 

CityHub and The Westender illustrate the critical role of independent local journalism in shaping public dialogue and accountability. This active participation reflects a community eager for accountability and willing to challenge local authorities on issues like systemic inequalities and inadequate policies. The preference for independent sources indicates growing scepticism towards mainstream media and a trust in alternative narratives that align with their beliefs. 

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Blog
How a new type of local journalism is engaging ANZ audiences 

It’s become a truism to state that local journalism is in decline. But that story has been complicated by a new form of socially conscious ‘start-up’ publication cropping up across both ANZ and the wider world.  Consumers of local journalism are turning to independent sources, such as CityHub and Westender, that focus on community-driven stories, […]

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